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miTALOS v2: Analyzing Tissue Specific microRNA Function

MicroRNAs are involved in almost all biological processes and have emerged as regulators of signaling pathways. We show that miRNA target genes and pathway genes are not uniformly expressed across human tissues. To capture tissue specific effects, we developed a novel methodology for tissue specific...

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Detalles Bibliográficos
Autores principales: Preusse, Martin, Theis, Fabian J., Mueller, Nikola S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4801359/
https://www.ncbi.nlm.nih.gov/pubmed/26998997
http://dx.doi.org/10.1371/journal.pone.0151771
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author Preusse, Martin
Theis, Fabian J.
Mueller, Nikola S.
author_facet Preusse, Martin
Theis, Fabian J.
Mueller, Nikola S.
author_sort Preusse, Martin
collection PubMed
description MicroRNAs are involved in almost all biological processes and have emerged as regulators of signaling pathways. We show that miRNA target genes and pathway genes are not uniformly expressed across human tissues. To capture tissue specific effects, we developed a novel methodology for tissue specific pathway analysis of miRNAs. We incorporated the most recent and highest quality miRNA targeting data (TargetScan and StarBase), RNA-seq based gene expression data (EBI Expression Atlas) and multiple new pathway data sources to increase the biological relevance of the predicted miRNA-pathway associations. We identified new potential roles of miR-199a-3p, miR-199b-3p and the miR-200 family in hepatocellular carcinoma, involving the regulation of metastasis through MAPK and Wnt signaling. Also, an association of miR-571 and Notch signaling in liver fibrosis was proposed. To facilitate data update and future extensions of our tool, we developed a flexible database backend using the graph database neo4j. The new backend as well as the novel methodology were included in the updated miTALOS v2, a tool that provides insights into tissue specific miRNA regulation of biological pathways. miTALOS v2 is available at http://mips.helmholtz-muenchen.de/mitalos.
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spelling pubmed-48013592016-03-23 miTALOS v2: Analyzing Tissue Specific microRNA Function Preusse, Martin Theis, Fabian J. Mueller, Nikola S. PLoS One Research Article MicroRNAs are involved in almost all biological processes and have emerged as regulators of signaling pathways. We show that miRNA target genes and pathway genes are not uniformly expressed across human tissues. To capture tissue specific effects, we developed a novel methodology for tissue specific pathway analysis of miRNAs. We incorporated the most recent and highest quality miRNA targeting data (TargetScan and StarBase), RNA-seq based gene expression data (EBI Expression Atlas) and multiple new pathway data sources to increase the biological relevance of the predicted miRNA-pathway associations. We identified new potential roles of miR-199a-3p, miR-199b-3p and the miR-200 family in hepatocellular carcinoma, involving the regulation of metastasis through MAPK and Wnt signaling. Also, an association of miR-571 and Notch signaling in liver fibrosis was proposed. To facilitate data update and future extensions of our tool, we developed a flexible database backend using the graph database neo4j. The new backend as well as the novel methodology were included in the updated miTALOS v2, a tool that provides insights into tissue specific miRNA regulation of biological pathways. miTALOS v2 is available at http://mips.helmholtz-muenchen.de/mitalos. Public Library of Science 2016-03-21 /pmc/articles/PMC4801359/ /pubmed/26998997 http://dx.doi.org/10.1371/journal.pone.0151771 Text en © 2016 Preusse et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Preusse, Martin
Theis, Fabian J.
Mueller, Nikola S.
miTALOS v2: Analyzing Tissue Specific microRNA Function
title miTALOS v2: Analyzing Tissue Specific microRNA Function
title_full miTALOS v2: Analyzing Tissue Specific microRNA Function
title_fullStr miTALOS v2: Analyzing Tissue Specific microRNA Function
title_full_unstemmed miTALOS v2: Analyzing Tissue Specific microRNA Function
title_short miTALOS v2: Analyzing Tissue Specific microRNA Function
title_sort mitalos v2: analyzing tissue specific microrna function
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4801359/
https://www.ncbi.nlm.nih.gov/pubmed/26998997
http://dx.doi.org/10.1371/journal.pone.0151771
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